{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 语义分割和数据集\n",
    "\n",
    "在前几节讨论的目标检测问题中，我们一直使用方形边界框来标注和预测图像中的目标。本节将探讨语义分割（semantic segmentation）问题，它关注如何将图像分割成属于不同语义类别的区域。值得一提的是，这些语义区域的标注和预测都是像素级的。图9.10展示了语义分割中图像有关狗、猫和背景的标签。可以看到，与目标检测相比，语义分割标注的像素级的边框显然更加精细。\n",
    "\n",
    "![语义分割中图像有关狗、猫和背景的标签](../img/segmentation.svg)\n",
    "\n",
    "\n",
    "## 图像分割和实例分割\n",
    "\n",
    "计算机视觉领域还有2个与语义分割相似的重要问题，即图像分割（image segmentation）和实例分割（instance segmentation）。我们在这里将它们与语义分割简单区分一下。\n",
    "\n",
    "* 图像分割将图像分割成若干组成区域。这类问题的方法通常利用图像中像素之间的相关性。它在训练时不需要有关图像像素的标签信息，在预测时也无法保证分割出的区域具有我们希望得到的语义。以图9.10的图像为输入，图像分割可能将狗分割成两个区域：一个覆盖以黑色为主的嘴巴和眼睛，而另一个覆盖以黄色为主的其余部分身体。\n",
    "* 实例分割又叫同时检测并分割（simultaneous detection and segmentation）。它研究如何识别图像中各个目标实例的像素级区域。与语义分割有所不同，实例分割不仅需要区分语义，还要区分不同的目标实例。如果图像中有两只狗，实例分割需要区分像素属于这两只狗中的哪一只。\n",
    "\n",
    "\n",
    "## Pascal VOC2012语义分割数据集\n",
    "\n",
    "语义分割的一个重要数据集叫作Pascal VOC2012数据集 [1]。为了更好地了解这个数据集，我们先导入实验所需的包或模块。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "1"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import d2lzh as d2l\n",
    "from mxnet import gluon, image, nd\n",
    "from mxnet.gluon import data as gdata, utils as gutils\n",
    "import os\n",
    "import sys\n",
    "import tarfile"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们下载这个数据集的压缩包到`../data`路径下。压缩包大小是2 GB左右，下载需要一定时间。解压之后的数据集将会放置在`../data/VOCdevkit/VOC2012`路径下。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "2"
    }
   },
   "outputs": [],
   "source": [
    "# 本函数已保存在d2lzh包中方便以后使用\n",
    "def download_voc_pascal(data_dir='../data'):\n",
    "    voc_dir = os.path.join(data_dir, 'VOCdevkit/VOC2012')\n",
    "    url = ('http://host.robots.ox.ac.uk/pascal/VOC/voc2012'\n",
    "           '/VOCtrainval_11-May-2012.tar')\n",
    "    sha1 = '4e443f8a2eca6b1dac8a6c57641b67dd40621a49'\n",
    "    fname = gutils.download(url, data_dir, sha1_hash=sha1)\n",
    "    with tarfile.open(fname, 'r') as f:\n",
    "        f.extractall(data_dir)\n",
    "    return voc_dir\n",
    "\n",
    "voc_dir = download_voc_pascal()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "进入`../data/VOCdevkit/VOC2012`路径后，我们可以获取数据集的不同组成部分。其中`ImageSets/Segmentation`路径包含了指定训练和测试样本的文本文件，而`JPEGImages`和`SegmentationClass`路径下分别包含了样本的输入图像和标签。这里的标签也是图像格式，其尺寸和它所标注的输入图像的尺寸相同。标签中颜色相同的像素属于同一个语义类别。下面定义`read_voc_images`函数将输入图像和标签全部读进内存。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "3"
    }
   },
   "outputs": [],
   "source": [
    "# 本函数已保存在d2lzh包中方便以后使用\n",
    "def read_voc_images(root=voc_dir, is_train=True):\n",
    "    txt_fname = '%s/ImageSets/Segmentation/%s' % (\n",
    "        root, 'train.txt' if is_train else 'val.txt')\n",
    "    with open(txt_fname, 'r') as f:\n",
    "        images = f.read().split()\n",
    "    features, labels = [None] * len(images), [None] * len(images)\n",
    "    for i, fname in enumerate(images):\n",
    "        features[i] = image.imread('%s/JPEGImages/%s.jpg' % (root, fname))\n",
    "        labels[i] = image.imread(\n",
    "            '%s/SegmentationClass/%s.png' % (root, fname))\n",
    "    return features, labels\n",
    "\n",
    "train_features, train_labels = read_voc_images()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们画出前5张输入图像和它们的标签。在标签图像中，白色和黑色分别代表边框和背景，而其他不同的颜色则对应不同的类别。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "4"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x288 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 5\n",
    "imgs = train_features[0:n] + train_labels[0:n]\n",
    "d2l.show_images(imgs, 2, n);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "接下来，我们列出标签中每个RGB颜色的值及其标注的类别。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "5"
    }
   },
   "outputs": [],
   "source": [
    "# 该常量已保存在d2lzh包中方便以后使用\n",
    "VOC_COLORMAP = [[0, 0, 0], [128, 0, 0], [0, 128, 0], [128, 128, 0],\n",
    "                [0, 0, 128], [128, 0, 128], [0, 128, 128], [128, 128, 128],\n",
    "                [64, 0, 0], [192, 0, 0], [64, 128, 0], [192, 128, 0],\n",
    "                [64, 0, 128], [192, 0, 128], [64, 128, 128], [192, 128, 128],\n",
    "                [0, 64, 0], [128, 64, 0], [0, 192, 0], [128, 192, 0],\n",
    "                [0, 64, 128]]\n",
    "# 该常量已保存在d2lzh包中方便以后使用\n",
    "VOC_CLASSES = ['background', 'aeroplane', 'bicycle', 'bird', 'boat',\n",
    "               'bottle', 'bus', 'car', 'cat', 'chair', 'cow',\n",
    "               'diningtable', 'dog', 'horse', 'motorbike', 'person',\n",
    "               'potted plant', 'sheep', 'sofa', 'train', 'tv/monitor']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "有了上面定义的两个常量以后，我们可以很容易地查找标签中每个像素的类别索引。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "6"
    }
   },
   "outputs": [],
   "source": [
    "colormap2label = nd.zeros(256 ** 3)\n",
    "for i, colormap in enumerate(VOC_COLORMAP):\n",
    "    colormap2label[(colormap[0] * 256 + colormap[1]) * 256 + colormap[2]] = i\n",
    "\n",
    "# 本函数已保存在d2lzh包中方便以后使用\n",
    "def voc_label_indices(colormap, colormap2label):\n",
    "    colormap = colormap.astype('int32')\n",
    "    idx = ((colormap[:, :, 0] * 256 + colormap[:, :, 1]) * 256\n",
    "           + colormap[:, :, 2])\n",
    "    return colormap2label[idx]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "例如，第一张样本图像中飞机头部区域的类别索引为1，而背景全是0。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "7"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(\n",
       " [[0. 0. 0. 0. 0. 0. 0. 0. 0. 1.]\n",
       "  [0. 0. 0. 0. 0. 0. 0. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 0. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 1. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 0. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 0. 0. 0. 1. 1.]]\n",
       " <NDArray 10x10 @cpu(0)>, 'aeroplane')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y = voc_label_indices(train_labels[0], colormap2label)\n",
    "y[105:115, 130:140], VOC_CLASSES[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 预处理数据\n",
    "\n",
    "在之前的章节（如[“深度卷积神经网络（AlexNet）”](../chapter_convolutional-neural-networks/alexnet.ipynb)一节至[“含并行连结的网络（GoogLeNet）”](../chapter_convolutional-neural-networks/googlenet.ipynb)一节）中，我们通过缩放图像使其符合模型的输入形状。然而在语义分割里，这样做需要将预测的像素类别重新映射回原始尺寸的输入图像。这样的映射难以做到精确，尤其在不同语义的分割区域。为了避免这个问题，我们将图像裁剪成固定尺寸而不是缩放。具体来说，我们使用图像增广里的随机裁剪，并对输入图像和标签裁剪相同区域。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "8"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 本函数已保存在d2lzh包中方便以后使用\n",
    "def voc_rand_crop(feature, label, height, width):\n",
    "    feature, rect = image.random_crop(feature, (width, height))\n",
    "    label = image.fixed_crop(label, *rect)\n",
    "    return feature, label\n",
    "\n",
    "imgs = []\n",
    "for _ in range(n):\n",
    "    imgs += voc_rand_crop(train_features[0], train_labels[0], 200, 300)\n",
    "d2l.show_images(imgs[::2] + imgs[1::2], 2, n);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 自定义语义分割数据集类\n",
    "\n",
    "我们通过继承Gluon提供的`Dataset`类自定义了一个语义分割数据集类`VOCSegDataset`。通过实现`__getitem__`函数，我们可以任意访问数据集中索引为`idx`的输入图像及其每个像素的类别索引。由于数据集中有些图像的尺寸可能小于随机裁剪所指定的输出尺寸，这些样本需要通过自定义的`filter`函数所移除。此外，我们还定义了`normalize_image`函数，从而对输入图像的RGB三个通道的值分别做标准化。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "9"
    }
   },
   "outputs": [],
   "source": [
    "# 本类已保存在d2lzh包中方便以后使用\n",
    "class VOCSegDataset(gdata.Dataset):\n",
    "    def __init__(self, is_train, crop_size, voc_dir, colormap2label):\n",
    "        self.rgb_mean = nd.array([0.485, 0.456, 0.406])\n",
    "        self.rgb_std = nd.array([0.229, 0.224, 0.225])\n",
    "        self.crop_size = crop_size\n",
    "        features, labels = read_voc_images(root=voc_dir, is_train=is_train)\n",
    "        self.features = [self.normalize_image(feature)\n",
    "                         for feature in self.filter(features)]\n",
    "        self.labels = self.filter(labels)\n",
    "        self.colormap2label = colormap2label\n",
    "        print('read ' + str(len(self.features)) + ' examples')\n",
    "\n",
    "    def normalize_image(self, img):\n",
    "        return (img.astype('float32') / 255 - self.rgb_mean) / self.rgb_std\n",
    "\n",
    "    def filter(self, imgs):\n",
    "        return [img for img in imgs if (\n",
    "            img.shape[0] >= self.crop_size[0] and\n",
    "            img.shape[1] >= self.crop_size[1])]\n",
    "\n",
    "    def __getitem__(self, idx):\n",
    "        feature, label = voc_rand_crop(self.features[idx], self.labels[idx],\n",
    "                                       *self.crop_size)\n",
    "        return (feature.transpose((2, 0, 1)),\n",
    "                voc_label_indices(label, self.colormap2label))\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.features)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 读取数据集\n",
    "\n",
    "我们通过自定义的`VOCSegDataset`类来分别创建训练集和测试集的实例。假设我们指定随机裁剪的输出图像的形状为$320\\times 480$。下面我们可以查看训练集和测试集所保留的样本个数。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "10"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "read 1114 examples\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "read 1078 examples\n"
     ]
    }
   ],
   "source": [
    "crop_size = (320, 480)\n",
    "voc_train = VOCSegDataset(True, crop_size, voc_dir, colormap2label)\n",
    "voc_test = VOCSegDataset(False, crop_size, voc_dir, colormap2label)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "设批量大小为64，分别定义训练集和测试集的迭代器。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "11"
    }
   },
   "outputs": [],
   "source": [
    "batch_size = 64\n",
    "num_workers = 0 if sys.platform.startswith('win32') else 4\n",
    "train_iter = gdata.DataLoader(voc_train, batch_size, shuffle=True,\n",
    "                              last_batch='discard', num_workers=num_workers)\n",
    "test_iter = gdata.DataLoader(voc_test, batch_size, last_batch='discard',\n",
    "                             num_workers=num_workers)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "打印第一个小批量的形状。不同于图像分类和目标识别，这里的标签是一个三维数组。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "12"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(64, 3, 320, 480)\n",
      "(64, 320, 480)\n"
     ]
    }
   ],
   "source": [
    "for X, Y in train_iter:\n",
    "    print(X.shape)\n",
    "    print(Y.shape)\n",
    "    break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 小结\n",
    "\n",
    "* 语义分割关注如何将图像分割成属于不同语义类别的区域。\n",
    "* 语义分割的一个重要数据集叫作Pascal VOC2012。\n",
    "* 由于语义分割的输入图像和标签在像素上一一对应，所以将图像随机裁剪成固定尺寸而不是缩放。\n",
    "\n",
    "## 练习\n",
    "\n",
    "* 回忆[“图像增广”](image-augmentation.ipynb)一节中的内容。哪些在图像分类中使用的图像增广方法难以用于语义分割？\n",
    "\n",
    "\n",
    "\n",
    "##  参考文献\n",
    "\n",
    "[1] Pascal VOC2012数据集。http://host.robots.ox.ac.uk/pascal/VOC/voc2012/\n",
    "\n",
    "## 扫码直达[讨论区](https://discuss.gluon.ai/t/topic/7218)\n",
    "\n",
    "![](../img/qr_semantic-segmentation-and-dataset.svg)"
   ]
  }
 ],
 "metadata": {
  "language_info": {
   "name": "python"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}